Calling bullshit on that one. All gingers are crazy, just it's not always immediately apparent.
In my personal experience, which of course is anecdotal and not indicative of a greater trend, the craziest people on earth are brown-haired caucasians. (This isn't some sort of racist statement, only a dig at my family.) The redheads I've met (of either gender) have ranged from normal to awesome.